DocumentCode :
1855690
Title :
Normalization and rectification method for online hindi digit recognition with partial alignment algorithm
Author :
Potrus, Moayad Yousif ; Ngah, Umi Kalthum ; Sakim, Harsa Amylia Mat ; AbdulRahman, Suha Adham
Author_Institution :
Sch. of Electr. & Electron. Eng., Univ. Sains Malaysia, Nibong Tebal, Malaysia
Volume :
1
fYear :
2010
fDate :
1-3 Aug. 2010
Abstract :
Research in data entry using light pen and other devices has always been of major interest over the past two decades. This is very helpful especially to those who are unable to use the keyboard fast enough. In this work, a new normalization and rectification method has been used, along with partial sequence alignment algorithm for online digit recognition. The normalization and rectification method was applied to obtain a unique sharp digit structure. A hybrid partial local-global sequence alignment is used to obtain the best matched digit DNA from the database as a two stage recognition process. The proposed method used stored data base samples for comparison purposes and then tested on 18 persons of different range in age with various writing styles. The normalization and rectification method was compared to smoothing method to determine the algorithm performance. The algorithm achieved 98.68% recognition accuracy when subjected with a normalization factor and thresholds adjusted to fixed values.
Keywords :
character recognition; natural languages; smoothing methods; data entry; hybrid partial local-global sequence alignment; normalization method; online Hindi digit recognition; partial sequence alignment algorithm; rectification method; smoothing method; unique sharp digit structure; Accuracy; Character recognition; DNA; Databases; Shape; Smoothing methods; Writing; Character Recognition; Hindi Digit Recognition; Normalization; Rectification; Sequence Alignment Algorithms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electronics and Information Engineering (ICEIE), 2010 International Conference On
Conference_Location :
Kyoto
Print_ISBN :
978-1-4244-7679-4
Electronic_ISBN :
978-1-4244-7681-7
Type :
conf
DOI :
10.1109/ICEIE.2010.5559886
Filename :
5559886
Link To Document :
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